{"id":"W7104825401","doi":"10.15468/dl.9y2umg","title":"Occurrence Download","year":2025,"lang":"","type":"dataset","venue":"Global Biodiversity Information Facility","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Herbarium; Matching (statistics); Download; Data collection","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009216149,0.002367979,0.001914619,0.005586645,0.001472496,0.003425151,0.003410939,0.002246907,0.1615391],"category_scores_gemma":[0.007385675,0.001014362,0.001667553,0.01134009,0.0004661562,0.002987136,0.003103681,0.002150829,0.2490137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002561044,"about_ca_system_score_gemma":0.003739841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05689668,"about_ca_topic_score_gemma":0.09770849,"domain_scores_codex":[0.9986198,0.000158014,0.0001610178,0.0004959584,0.0003242741,0.0002409262],"domain_scores_gemma":[0.9967709,0.0007166298,0.0002148264,0.0008623115,0.001097768,0.0003375862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003500516,0.0000108794,0.000402322,0.0004735735,0.00001445104,0.00001597064,0.00002151064,0.0001050059,0.0001040497,0.0003476408,0.9965475,0.001922092],"study_design_scores_gemma":[0.00005493821,0.000008973223,0.001461293,0.0001616434,0.00001374717,0.00003594499,0.00007175783,0.000205099,0.0001784597,0.0006841361,0.9971049,0.00001898335],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00006015087,0.00005128961,0.00007277985,0.00005412946,0.0000234855,0.000008003916,0.9976463,0.001092534,0.000991359],"genre_scores_gemma":[0.0001848766,0.00005147221,0.0003089372,0.00006433498,0.000005293058,0.00004130244,0.9982814,0.0003091648,0.0007533352],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.8384609,"threshold_uncertainty_score":0.5404022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01434536157882973,"score_gpt":0.2311093459842124,"score_spread":0.2167639844053826,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}